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Lian Y, Zeng S, Wen S, Zhao X, Fang C, Zeng N. Review and Application of Integrin Alpha v Beta 6 in the Diagnosis and Treatment of Cholangiocarcinoma and Pancreatic Ductal Adenocarcinoma. Technol Cancer Res Treat 2023; 22:15330338231189399. [PMID: 37525872 PMCID: PMC10395192 DOI: 10.1177/15330338231189399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 06/13/2023] [Accepted: 06/28/2023] [Indexed: 08/02/2023] Open
Abstract
Integrin Alpha v Beta 6 is expressed primarily in solid epithelial tumors, such as cholangiocarcinoma, pancreatic cancer, and colorectal cancer. It has been considered a potential and promising molecular marker for the early diagnosis and treatment of cancer. Cholangiocarcinoma and pancreatic ductal adenocarcinoma share genetic, histological, and pathophysiological similarities due to the shared embryonic origin of the bile duct and pancreas. These cancers share numerous clinicopathological characteristics, including growth pattern, poor response to conventional radiotherapy and chemotherapy, and poor prognosis. This review focuses on the role of integrin Alpha v Beta 6 in cancer progression. It addition, it reviews how the marker can be used in molecular imaging and therapeutic targets. We propose further research explorations and questions that need to be addressed. We conclude that integrin Alpha v Beta 6 may serve as a potential biomarker for cancer disease progression and prognosis.
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Affiliation(s)
- Yunyu Lian
- Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- First Department of Hepatobiliary Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Silue Zeng
- First Department of Hepatobiliary Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- Guangdong Provincial Clinical and Engineering Technology Center of Digital Medicine, Guangzhou, China
| | - Sai Wen
- First Department of Hepatobiliary Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- Guangdong Provincial Clinical and Engineering Technology Center of Digital Medicine, Guangzhou, China
| | - Xingyang Zhao
- First Department of Hepatobiliary Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- Guangdong Provincial Clinical and Engineering Technology Center of Digital Medicine, Guangzhou, China
| | - Chihua Fang
- Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- First Department of Hepatobiliary Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- Guangdong Provincial Clinical and Engineering Technology Center of Digital Medicine, Guangzhou, China
| | - Ning Zeng
- Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- First Department of Hepatobiliary Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- Guangdong Provincial Clinical and Engineering Technology Center of Digital Medicine, Guangzhou, China
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Principe DR, Underwood PW, Kumar S, Timbers KE, Koch RM, Trevino JG, Munshi HG, Rana A. Loss of SMAD4 Is Associated With Poor Tumor Immunogenicity and Reduced PD-L1 Expression in Pancreatic Cancer. Front Oncol 2022; 12:806963. [PMID: 35155243 PMCID: PMC8832494 DOI: 10.3389/fonc.2022.806963] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 01/11/2022] [Indexed: 12/20/2022] Open
Abstract
Transforming Growth Factor β (TGFβ) is a key mediator of immune evasion in pancreatic ductal adenocarcinoma (PDAC), and the addition of TGFβ inhibitors in select immunotherapy regimens shows early promise. Though the TGFβ target SMAD4 is deleted in approximately 55% of PDAC tumors, the effects of SMAD4 loss on tumor immunity have yet to be fully explored. Using a combination of genomic databases and PDAC specimens, we found that tumors with loss of SMAD4 have a comparatively poor T-cell infiltrate. SMAD4 loss was also associated with a reduction in several chemokines with known roles in T-cell recruitment, which was recapitulated using knockdown of SMAD4 in PDAC cell lines. Accordingly, JURKAT T-cells were poorly attracted to conditioned media from PDAC cells with knockdown of SMAD4 and lost their ability to produce IFNγ. However, while exogenous TGFβ modestly reduced PD-L1 expression in SMAD4-intact cell lines, SMAD4 and PD-L1 positively correlated in human PDAC samples. PD-L1 status was closely related to tumor-infiltrating lymphocytes, particularly IFNγ-producing T-cells, which were more abundant in SMAD4-expressing tumors. Low concentrations of IFNγ upregulated PD-L1 in tumor cells in vitro, even when administered alongside high concentrations of TGFβ. Hence, while SMAD4 may have a modest inhibitory effect on PD-L1 in tumor cells, SMAD4 indirectly promotes PD-L1 expression in the pancreatic tumor microenvironment by enhancing T-cell infiltration and IFNγ biosynthesis. These data suggest that pancreatic cancers with loss of SMAD4 represent a poorly immunogenic disease subtype, and SMAD4 status warrants further exploration as a predictive biomarker for cancer immunotherapy.
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Affiliation(s)
- Daniel R. Principe
- Medical Scientist Training Program, University of Illinois College of Medicine, Chicago, IL, United States
- Department of Surgery, University of Illinois at Chicago, Chicago, IL, United States
- *Correspondence: Ajay Rana, ; Daniel R. Principe,
| | - Patrick W. Underwood
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Sandeep Kumar
- Department of Surgery, University of Illinois at Chicago, Chicago, IL, United States
| | - Kaytlin E. Timbers
- Department of Surgery, University of Illinois at Chicago, Chicago, IL, United States
| | - Regina M. Koch
- Department of Surgery, University of Illinois at Chicago, Chicago, IL, United States
| | - Jose G. Trevino
- Department of Surgery, Division of Surgical Oncology, Virginia Commonwealth University, Richmond, VA, United States
| | - Hidayatullah G. Munshi
- Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
- Jesse Brown VA Medical Center, Chicago, IL, United States
| | - Ajay Rana
- Department of Surgery, University of Illinois at Chicago, Chicago, IL, United States
- Jesse Brown VA Medical Center, Chicago, IL, United States
- *Correspondence: Ajay Rana, ; Daniel R. Principe,
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Yang HH, Liu JW, Lee JH, Harn HJ, Chiou TW. Pancreatic Adenocarcinoma Therapeutics Targeting RTK and TGF Beta Receptor. Int J Mol Sci 2021; 22:ijms22158125. [PMID: 34360896 PMCID: PMC8348294 DOI: 10.3390/ijms22158125] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 06/28/2021] [Accepted: 07/26/2021] [Indexed: 12/21/2022] Open
Abstract
Despite the improved overall survival rates in most cancers, pancreatic cancer remains one of the deadliest cancers in this decade. The rigid microenvironment, which majorly comprises cancer-associated fibroblasts (CAFs), plays an important role in the obstruction of pancreatic cancer therapy. To overcome this predicament, the signaling of receptor tyrosine kinases (RTKs) and TGF beta receptor (TGFβR) in both pancreatic cancer cell and supporting CAF should be considered as the therapeutic target. The activation of receptors has been reported to be aberrant to cell cycle regulation, and signal transduction pathways, such as growth-factor induced proliferation, and can also influence the apoptotic sensitivity of tumor cells. In this article, the regulation of RTKs/TGFβR between pancreatic ductal adenocarcinoma (PDAC) and CAFs, as well as the RTKs/TGFβR inhibitor-based clinical trials on pancreatic cancer are reviewed.
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Affiliation(s)
- Hsin-Han Yang
- Department of Life Science and Graduate Institute of Biotechnology, National Dong Hwa University, Hualien 974, Taiwan;
| | - Jen-Wei Liu
- Everfront Biotech Inc., New Taipei City 221, Taiwan; (J.-W.L.); (J.-H.L.)
| | - Jui-Hao Lee
- Everfront Biotech Inc., New Taipei City 221, Taiwan; (J.-W.L.); (J.-H.L.)
| | - Horng-Jyh Harn
- Bioinnovation Center, Tzu Chi Foundation, Buddhist Tzu Chi General Hospital, Tzu Chi University, Hualien 970, Taiwan
- Department of Pathology, Buddhist Tzu Chi General Hospital, Tzu Chi University, Hualien 970, Taiwan
- Correspondence: (H.-J.H.); (T.-W.C.)
| | - Tzyy-Wen Chiou
- Department of Life Science and Graduate Institute of Biotechnology, National Dong Hwa University, Hualien 974, Taiwan;
- Correspondence: (H.-J.H.); (T.-W.C.)
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Crosstalk between miRNAs and signaling pathways involved in pancreatic cancer and pancreatic ductal adenocarcinoma. Eur J Pharmacol 2021; 901:174006. [PMID: 33711308 DOI: 10.1016/j.ejphar.2021.174006] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Revised: 01/19/2021] [Accepted: 03/02/2021] [Indexed: 02/08/2023]
Abstract
Pancreatic cancer (PC) is the seventh leading cause of cancer-related deaths worldwide with 5-year survival rates below 8%. Most patients with PC and pancreatic ductal adenocarcinoma (PDAC) die after relapse and cancer progression as well as resistance to treatment. Pancreatic tumors contain a high desmoplastic stroma that forms a rigid mass and has a potential role in tumor growth and metastasis. PC initiates from intraepithelial neoplasia lesions leading to invasive cancer through various pathways. These lesions harbor particular changes in signaling pathways involved in the tumorigenesis process. These events affect both the epithelial cells, including the tumor and the surrounding stroma, and eventually lead to the formation of complex signaling networks. Genetic studies of PC have revealed common molecular features such as the presence of mutations in KRAS gene in more than 90% of patients, as well as the inactivation or deletion mutations of some tumor suppressor genes including TP53, CDKN2A, and SMAD4. In recent years, studies have also identified different roles of microRNAs in PC pathogenesis as well as their importance in PC diagnosis and treatment, and their involvement in various signaling pathways. In this study, we discussed the most common pathways involved in PC and PDAC as well as their role in tumorigenesis and progression. Furthermore, the miRNAs participating in the regulation of these signaling pathways in PC progression are summarized in this study. Therefore, understanding more about pathways involved in PC can help with the development of new and effective therapies in the future.
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Luo J, Chen XQ, Li P. The Role of TGF-β and Its Receptors in Gastrointestinal Cancers. Transl Oncol 2019; 12:475-484. [PMID: 30594036 PMCID: PMC6314240 DOI: 10.1016/j.tranon.2018.11.010] [Citation(s) in RCA: 64] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Revised: 11/20/2018] [Accepted: 11/20/2018] [Indexed: 02/07/2023] Open
Abstract
Early detection of gastrointestinal tumors improves patient survival. However, patients with these tumors are typically diagnosed at an advanced stage and have poor prognosis. The incidence and mortality of gastrointestinal cancers, including esophageal, gastric, liver, colorectal, and pancreatic cancers, are increasing worldwide. Novel diagnostic and therapeutic agents are required to improve patient survival and quality of life. The tumor microenvironment, which contains nontumor cells, signaling molecules such as growth factors and cytokines, and extracellular matrix proteins, plays a critical role in cancer cell proliferation, invasion, and metastasis. Transforming growth factor beta (TGF-β) signaling has dual roles in gastrointestinal tumor development and progression as both a tumor suppressor and tumor promoter. Here, we review the dynamic roles of TGF-β and its receptors in gastrointestinal tumors and provide evidence that targeting TGF-β signaling may be an effective therapeutic strategy.
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Affiliation(s)
- Jingwen Luo
- Oncology Department, West China Hospital of Medicine, Sichuan University, Chengdu, Sichuan, 610041, P.R. China
| | - Xu-Qiao Chen
- Department of Neurosciences, School of Medicine, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Ping Li
- Oncology Department, West China Hospital of Medicine, Sichuan University, Chengdu, Sichuan, 610041, P.R. China.
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TGF-β in pancreatic cancer initiation and progression: two sides of the same coin. Cell Biosci 2017; 7:39. [PMID: 28794854 PMCID: PMC5545849 DOI: 10.1186/s13578-017-0168-0] [Citation(s) in RCA: 95] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2017] [Accepted: 08/03/2017] [Indexed: 02/06/2023] Open
Abstract
Pancreatic cancer is highly lethal malignant tumor with characterised rapid progression, invasiveness and resistance to radiochemotherapy. Transforming growth factor-β (TGF-β) signaling plays a dual role in both pro-tumorigenic and tumor suppressive of pancreatic cancer, depending on tumor stage and microenvironment. TGF-β signaling components alteration are common in pancreatic cancer, and its leading role in tumor formation and metastases has received increased attention. Many therapies have investigated to target TGF-β signaling in the preclinical and clinical setting. In this review, we highlight the dual roles of TGF-β and touch upon the perspectives on therapeutic target of TGF-β signaling in pancreatic cancer.
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Ahmed S, Bradshaw AD, Gera S, Dewan MZ, Xu R. The TGF-β/Smad4 Signaling Pathway in Pancreatic Carcinogenesis and Its Clinical Significance. J Clin Med 2017; 6:jcm6010005. [PMID: 28067794 PMCID: PMC5294958 DOI: 10.3390/jcm6010005] [Citation(s) in RCA: 117] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Revised: 12/07/2016] [Accepted: 12/27/2016] [Indexed: 12/24/2022] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is one of the most fatal human cancers due to its complicated genomic instability. PDAC frequently presents at an advanced stage with extensive metastasis, which portends a poor prognosis. The known risk factors associated with PDAC include advanced age, smoking, long-standing chronic pancreatitis, obesity, and diabetes. Its association with genomic and somatic mutations is the most important factor for its aggressiveness. The most common gene mutations associated with PDAC include KRas2, p16, TP53, and Smad4. Among these, Smad4 mutation is relatively specific and its inactivation is found in more than 50% of invasive pancreatic adenocarcinomas. Smad4 is a member of the Smad family of signal transducers and acts as a central mediator of transforming growth factor beta (TGF-β) signaling pathways. The TGF-β signaling pathway promotes many physiological processes, including cell growth, differentiation, proliferation, fibrosis, and scar formation. It also plays a major role in the development of tumors through induction of angiogenesis and immune suppression. In this review, we will discuss the molecular mechanism of TGF-β/Smad4 signaling in the pathogenesis of pancreatic adenocarcinoma and its clinical implication, particularly potential as a prognostic factor and a therapeutic target.
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Affiliation(s)
- Sunjida Ahmed
- Department of Pathology, New York University School of Medicine, and Langone Medical Center, New York, NY 10016, USA.
| | - Azore-Dee Bradshaw
- Department of Pathology, New York University School of Medicine, and Langone Medical Center, New York, NY 10016, USA.
| | - Shweta Gera
- Department of Pathology, New York University School of Medicine, and Langone Medical Center, New York, NY 10016, USA.
| | - M Zahidunnabi Dewan
- Department of Pathology, New York University School of Medicine, and Langone Medical Center, New York, NY 10016, USA.
| | - Ruliang Xu
- Department of Pathology, New York University School of Medicine, and Langone Medical Center, New York, NY 10016, USA.
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Katz LH, Likhter M, Jogunoori W, Belkin M, Ohshiro K, Mishra L. TGF-β signaling in liver and gastrointestinal cancers. Cancer Lett 2016; 379:166-72. [PMID: 27039259 DOI: 10.1016/j.canlet.2016.03.033] [Citation(s) in RCA: 100] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2016] [Revised: 03/16/2016] [Accepted: 03/18/2016] [Indexed: 02/07/2023]
Abstract
Transforming Growth Factor-β (TGF-β) plays crucial and complex roles in liver and gastrointestinal cancers. These include a multitude of distinct functions, such as maintaining stem cell homeostasis, promoting fibrosis, immune modulating, as a tumor suppressor and paradoxically, as a tumor progressor. However, key mechanisms for the switches responsible for these distinct actions are poorly understood, and remain a challenge. The Cancer Genome Atlas (TCGA) analyses and genetically engineered mouse models now provide an integrated approach to dissect these multifaceted and context-dependent driving roles of the TGF-β pathway. In this review, we will discuss the molecular mechanisms of TGF-β signaling, focusing on colorectal, gastric, pancreatic, and liver cancers. Novel drugs targeting the TGF-β pathway have been developed over the last decade, and some have been proven effective in clinical trials. A better understanding of the TGF-β pathway may improve our ability to target it, thus providing more tools to the armamentarium against these deadly cancers.
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Affiliation(s)
- L H Katz
- Department of Gastroenterology, Sheba Medical Center, Israel; Sackler Faculty of Medicine, Tel-Aviv University, Israel
| | - M Likhter
- Department of Gastroenterology, Sheba Medical Center, Israel
| | - W Jogunoori
- Institute for Clinical Research, Veterans Affairs Medical Center, Washington, DC, USA
| | - M Belkin
- Institute for Clinical Research, Veterans Affairs Medical Center, Washington, DC, USA
| | - K Ohshiro
- Institute for Clinical Research, Veterans Affairs Medical Center, Washington, DC, USA
| | - L Mishra
- Department of Surgery and GWU Cancer Center, George Washington University and DVAMC, Washington, DC, USA.
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Fullerton PT, Creighton CJ, Matzuk MM. Insights Into SMAD4 Loss in Pancreatic Cancer From Inducible Restoration of TGF-β Signaling. Mol Endocrinol 2015; 29:1440-53. [PMID: 26284758 DOI: 10.1210/me.2015-1102] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is the fourth-leading cause of cancer death in the United States. The TGF-β signaling protein SMAD family member 4 is lost in 60% of PDAC, and this has been associated with poorer prognosis. However, the mechanisms by which SMAD4 loss promotes PDAC development are not fully understood. We expressed SMAD4 in human PDAC cell lines BxPC3 and CFPAC1 by selection of stable clones containing an inducible SMAD4 tetracycline inducible expression system construct. After 24 hours of SMAD4 expression, TGF-β signaling-dependent G1 arrest was observed in BxPC3 cells with an increase in the G1 phase fraction from 48.9% to 71.5%. Inhibition of cyclin-dependent kinase inhibitor 1A by small interfering RNA eliminated the antiproliferative effect, indicating that up-regulation of cyclin-dependent kinase inhibitor 1A/p21 by TGF-β signaling is necessary for the phenotype. SMAD4 expression had no impact on invasion in BxPC3 cells, but reduced migration. Microarray analysis of gene expression at 8, 24, and 48 hours after SMAD4 expression characterized the regulatory impact of SMAD4 expression in a SMAD4-null PDAC cell line and identified novel targets of TGF-β signaling. Among the novel TGF-β targets identified are anthrax toxin receptor 2 (3.58× at 8 h), tubulin, β-3 class III (7.35× at 8 h), cell migration inducing protein, hyaluronan binding (8.07× at 8 h), IL-1 receptor-like 1 (0.403× at 8 h), regulator of G protein signaling 4 (0.293× at 8 h), and THAP domain containing 11 (0.262× at 8 h). The gene expression changes we observed upon restoration of TGF-β signaling provide numerous new targets for future investigations into PDAC biology and progression.
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Affiliation(s)
- Paul T Fullerton
- Departments of Molecular and Human Genetics (P.T.F., M.M.M.), Pathology and Immunology (P.T.F., M.M.M.), Molecular and Cellular Biology (M.M.M.), Pharmacology (M.M.M.), and Medicine (C.J.C.); the Center for Drug Discovery (P.T.F., M.M.M.); and the Dan L. Duncan Cancer Center (P.T.F., C.J.C., M.M.M.), Baylor College of Medicine, Houston, Texas 77030
| | - Chad J Creighton
- Departments of Molecular and Human Genetics (P.T.F., M.M.M.), Pathology and Immunology (P.T.F., M.M.M.), Molecular and Cellular Biology (M.M.M.), Pharmacology (M.M.M.), and Medicine (C.J.C.); the Center for Drug Discovery (P.T.F., M.M.M.); and the Dan L. Duncan Cancer Center (P.T.F., C.J.C., M.M.M.), Baylor College of Medicine, Houston, Texas 77030
| | - Martin M Matzuk
- Departments of Molecular and Human Genetics (P.T.F., M.M.M.), Pathology and Immunology (P.T.F., M.M.M.), Molecular and Cellular Biology (M.M.M.), Pharmacology (M.M.M.), and Medicine (C.J.C.); the Center for Drug Discovery (P.T.F., M.M.M.); and the Dan L. Duncan Cancer Center (P.T.F., C.J.C., M.M.M.), Baylor College of Medicine, Houston, Texas 77030
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Robertson SH, Smith CK, Langhans AL, McLinden SE, Oberhardt MA, Jakab KR, Dzamba B, DeSimone DW, Papin JA, Peirce SM. Multiscale computational analysis of Xenopus laevis morphogenesis reveals key insights of systems-level behavior. BMC SYSTEMS BIOLOGY 2007; 1:46. [PMID: 17953751 PMCID: PMC2190763 DOI: 10.1186/1752-0509-1-46] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/02/2007] [Accepted: 10/22/2007] [Indexed: 11/25/2022]
Abstract
Background Tissue morphogenesis is a complex process whereby tissue structures self-assemble by the aggregate behaviors of independently acting cells responding to both intracellular and extracellular cues in their environment. During embryonic development, morphogenesis is particularly important for organizing cells into tissues, and although key regulatory events of this process are well studied in isolation, a number of important systems-level questions remain unanswered. This is due, in part, to a lack of integrative tools that enable the coupling of biological phenomena across spatial and temporal scales. Here, we present a new computational framework that integrates intracellular signaling information with multi-cell behaviors in the context of a spatially heterogeneous tissue environment. Results We have developed a computational simulation of mesendoderm migration in the Xenopus laevis explant model, which is a well studied biological model of tissue morphogenesis that recapitulates many features of this process during development in humans. The simulation couples, via a JAVA interface, an ordinary differential equation-based mass action kinetics model to compute intracellular Wnt/β-catenin signaling with an agent-based model of mesendoderm migration across a fibronectin extracellular matrix substrate. The emergent cell behaviors in the simulation suggest the following properties of the system: maintaining the integrity of cell-to-cell contact signals is necessary for preventing fractionation of cells as they move, contact with the Fn substrate and the existence of a Fn gradient provides an extracellular feedback loop that governs migration speed, the incorporation of polarity signals is required for cells to migrate in the same direction, and a delicate balance of integrin and cadherin interactions is needed to reproduce experimentally observed migratory behaviors. Conclusion Our computational framework couples two different spatial scales in biology: intracellular with multicellular. In our simulation, events at one scale have quantitative and dynamic impact on events at the other scale. This integration enables the testing and identification of key systems-level hypotheses regarding how signaling proteins affect overall tissue-level behavior during morphogenesis in an experimentally verifiable system. Applications of this approach extend to the study of tissue patterning processes that occur during adulthood and disease, such as tumorgenesis and atherogenesis.
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Affiliation(s)
- Scott H Robertson
- Department of Biomedical Engineering, University of Virginia, Box 800759, Charlottesville, VA 22908, USA.
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